Cargando…

Prediction of Differential Pharmacologic Response in Chronic Pain Using Functional Neuroimaging Biomarkers and a Support Vector Machine Algorithm: An Exploratory Study

OBJECTIVE: There is increasing demand for prediction of chronic pain treatment outcomes using machine‐learning models, in order to improve suboptimal pain management. In this exploratory study, we used baseline brain functional connectivity patterns from chronic pain patients with fibromyalgia (FM)...

Descripción completa

Detalles Bibliográficos
Autores principales:	Ichesco, Eric, Peltier, Scott J., Mawla, Ishtiaq, Harper, Daniel E., Pauer, Lynne, Harte, Steven E., Clauw, Daniel J., Harris, Richard E.
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	John Wiley and Sons Inc. 2021
Materias:	Fibromyalgia
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8597096/ https://www.ncbi.nlm.nih.gov/pubmed/33982890 http://dx.doi.org/10.1002/art.41781

Ejemplares similares

Characteristics of Fibromyalgia Independently Predict Poorer Long‐Term Analgesic Outcomes Following Total Knee and Hip Arthroplasty
por: Brummett, Chad M., et al.
Publicado: (2015)

Predictors of New‐Onset Widespread Pain in Older Adults: Results From a Population‐Based Prospective Cohort Study in the UK
por: McBeth, John, et al.
Publicado: (2014)

Transcutaneous Electrical Nerve Stimulation Reduces Movement‐Evoked Pain and Fatigue: A Randomized, Controlled Trial
por: Dailey, Dana L., et al.
Publicado: (2020)

Pharmacologic attenuation of cross-modal sensory augmentation within the chronic pain insula
por: Harte, Steven E., et al.
Publicado: (2016)

Functional and neurochemical disruptions of brain hub topology in chronic pain
por: Kaplan, Chelsea M., et al.
Publicado: (2019)

Resting state connectivity correlates with drug and placebo response in fibromyalgia patients
por: Schmidt-Wilcke, T., et al.
Publicado: (2014)

Relationships between brain metabolite levels, functional connectivity, and negative mood in urologic chronic pelvic pain syndrome patients compared to controls: A MAPP research network study
por: Harper, Daniel E., et al.
Publicado: (2017)

Natural bladder filling alters resting brain function at multiple spatial scales: a proof-of-concept MAPP Network Neuroimaging Study
por: Mawla, Ishtiaq, et al.
Publicado: (2020)

Large-scale momentary brain co-activation patterns are associated with hyperalgesia and mediate focal neurochemistry and cross-network functional connectivity in fibromyalgia
por: Mawla, Ishtiaq, et al.
Publicado: (2023)

Characterization of visual processing in temporomandibular disorders using functional magnetic resonance imaging
por: Harper, Daniel E., et al.
Publicado: (2023)

Multivariate classification of pain-evoked brain activity in temporomandibular disorder
por: Harper, Daniel E., et al.
Publicado: (2016)

A novel paradigm to evaluate conditioned pain modulation in fibromyalgia
por: Schoen, Cynthia J, et al.
Publicado: (2016)

A multi-modal MRI study of the central response to inflammation in rheumatoid arthritis
por: Schrepf, Andrew, et al.
Publicado: (2018)

Applications of sensory and physiological measurement in oral‐facial dental pain
por: Dabiri, Darya, et al.
Publicado: (2018)

Confocal microscopy reveals nerve fiber similarities in fibromyalgia and patients with dry eyes with a normal ophthalmic exam
por: Harper, Daniel E, et al.
Publicado: (2014)

Caffeine as an opioid analgesic adjuvant in fibromyalgia
por: Scott, J Ryan, et al.
Publicado: (2017)

Response to Caro and Winter
por: Harte, Steven E., et al.
Publicado: (2019)

An Interventional Response Phenotyping Study in Chronic Low Back Pain: Protocol for a Mechanistic Randomized Controlled Trial
por: Hassett, Afton L, et al.
Publicado: (2023)

Newer treatments for fibromyalgia syndrome
por: Harris, Richard E, et al.
Publicado: (2008)

Editorial: In vivo functional neuroimaging for pharmacology
por: Vidal, Benjamin, et al.
Publicado: (2023)

Reduced intraepidermal nerve fiber density after a sustained increase in insular glutamate: a proof-of-concept study examining the pathogenesis of small fiber pathology in fibromyalgia
por: Harte, Steven E., et al.
Publicado: (2017)

OMERACT-based fibromyalgia symptom subgroups: an exploratory cluster analysis
por: Vincent, Ann, et al.
Publicado: (2014)

An empirical comparison of different approaches for combining multimodal neuroimaging data with support vector machine
por: Pettersson-Yeo, William, et al.
Publicado: (2014)

Cholinergic modulation of cognition: Insights from human pharmacological functional neuroimaging
por: Bentley, Paul, et al.
Publicado: (2011)

A candidate neuroimaging biomarker for detection of neurotransmission-related functional alterations and prediction of pharmacological analgesic response in chronic pain
por: Martins, Daniel, et al.
Publicado: (2021)

Multisite, multimodal neuroimaging of chronic urological pelvic pain: Methodology of the MAPP Research Network
por: Alger, Jeffry R., et al.
Publicado: (2016)

Compass SPMD: a SPMD vectorized tracking algorithm
por: Fernandez Declara, Placido, et al.
Publicado: (2020)

Support vector machine classification of arterial volume‐weighted arterial spin tagging images
por: Shah, Yash S., et al.
Publicado: (2016)

Altered resting state neuromotor connectivity in men with chronic prostatitis/chronic pelvic pain syndrome: A MAPP: Research Network Neuroimaging Study
por: Kutch, Jason J., et al.
Publicado: (2015)

Sensitivity and specificity of neuroimaging for the diagnosis of Alzheimer's disease
por: Wollman, Daniel E., et al.
Publicado: (2003)

Measuring Abnormal Brains: Building Normative Rules in Neuroimaging Using One-Class Support Vector Machines
por: Sato, João Ricardo, et al.
Publicado: (2012)

Biomarkers of Eating Disorders Using Support Vector Machine Analysis of Structural Neuroimaging Data: Preliminary Results
por: Cerasa, Antonio, et al.
Publicado: (2015)

Support Vector Machine Classification of Major Depressive Disorder Using Diffusion-Weighted Neuroimaging and Graph Theory
por: Sacchet, Matthew D., et al.
Publicado: (2015)

Neuroanatomy of Patients with Deficit Schizophrenia: An Exploratory Quantitative Meta-Analysis of Structural Neuroimaging Studies
por: Chee, Tji Tjian, et al.
Publicado: (2020)

Deconstructing the Mapper algorithm to extract richer topological and temporal features from functional neuroimaging data
por: Haşegan, Daniel, et al.
Publicado: (2023)

Fibromyalgia predicts increased odds of pain-related addiction exacerbation among individuals with pain and opioid use disorder
por: Hall, Orman Trent, et al.
Publicado: (2023)

Tutorials in population neuroimaging: Using epidemiology in neuroimaging research
por: Godina, Sara, et al.
Publicado: (2022)

Gene selection algorithms for microarray data based on least squares support vector machine
por: Tang, E Ke, et al.
Publicado: (2006)

Editorial: Machine Learning in Neuroimaging
por: Federau, Christian, et al.
Publicado: (2021)

Molecular design for recombinant adeno-associated virus (rAAV) vector production
por: Aponte-Ubillus, Juan Jose, et al.
Publicado: (2017)

Cannot write session to /tmp/vufind_sessions/sess_itm8795h0purm1kpju7tdpdur9